Function _validate_metrics_list_parameters has a Cognitive Complexity of 16 (exceeds 5 allowed). Consider refactoring. Open
def _validate_metrics_list_parameters(self):
"""Ensure metrics lists input parameters are correct types and compatible with each other"""
for (_d_type, _m_val) in [(_, getattr(self, f"_ScoringMixIn{_}")) for _ in data_types]:
if _m_val == "all":
setattr(self, f"_ScoringMixIn{_d_type}", list(self.metrics.keys()))- Read upRead up
Cognitive Complexity
Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.
A method's cognitive complexity is based on a few simple rules:
- Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
- Code is considered more complex for each "break in the linear flow of the code"
- Code is considered more complex when "flow breaking structures are nested"
Further reading
Function format_metrics has a Cognitive Complexity of 16 (exceeds 5 allowed). Consider refactoring. Open
def format_metrics(metrics: Union[Dict, List]) -> Dict[str, Metric]:
"""Properly format iterable `metrics` to contain instances of :class:`Metric`
Parameters
----------- Read upRead up
Cognitive Complexity
Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.
A method's cognitive complexity is based on a few simple rules:
- Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
- Code is considered more complex for each "break in the linear flow of the code"
- Code is considered more complex when "flow breaking structures are nested"
Further reading
Function get_formatted_target_metric has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring. Wontfix
def get_formatted_target_metric(
target_metric: Union[tuple, str, None], metrics: dict, default_dataset: str = "oof"
) -> Tuple[str, str]:
"""Return a properly formatted target_metric tuple for use with navigating evaluation results
- Read upRead up
Cognitive Complexity
Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.
A method's cognitive complexity is based on a few simple rules:
- Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
- Code is considered more complex for each "break in the linear flow of the code"
- Code is considered more complex when "flow breaking structures are nested"
Further reading
Function get_clean_prediction has a Cognitive Complexity of 8 (exceeds 5 allowed). Consider refactoring. Wontfix
def get_clean_prediction(target: ArrayLike, prediction: ArrayLike):
"""Create `prediction` that is of a form comparable to `target`
Parameters
----------- Read upRead up
Cognitive Complexity
Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.
A method's cognitive complexity is based on a few simple rules:
- Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
- Code is considered more complex for each "break in the linear flow of the code"
- Code is considered more complex when "flow breaking structures are nested"
Further reading
Function evaluate has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def evaluate(self, data_type, target, prediction, return_list=False, dry_run=False):
"""Apply metric(s) to the given data to calculate the value of the `prediction`
Parameters
----------- Read upRead up
Cognitive Complexity
Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.
A method's cognitive complexity is based on a few simple rules:
- Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
- Code is considered more complex for each "break in the linear flow of the code"
- Code is considered more complex when "flow breaking structures are nested"
Further reading
Function _set_direction has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def _set_direction(self, direction):
"""Ensure provided `direction` is valid and inferred if necessary
Parameters
----------- Read upRead up
Cognitive Complexity
Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.
A method's cognitive complexity is based on a few simple rules:
- Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
- Code is considered more complex for each "break in the linear flow of the code"
- Code is considered more complex when "flow breaking structures are nested"